Showing all posts tagged with "XAI"

The Critical Need for Explainable Drift Detection in Production AI

By gd September 20, 2024 Explainable AI 19 views

September 2024 saw model drift accelerating as real-world data environments became more volatile. Simply detecting that a model's performance has degraded is no longer sufficient; organizations now require explanations for why the drift occurred and which input features are responsible. This article explores the convergence of Explainable AI (XAI) and robust model monitoring to create a new paradigm for maintaining reliable, trustworthy AI systems in production.

Read more →
September 2024 saw model drift accelerating as real-world data environments became more volatile. Simply detecting that a model's performance has degraded is no longer sufficient; organizations now require explanations for why the drift occurred and which input features are responsible. This article explores the convergence of Explainable AI (XAI) and robust model monitoring to create a new paradigm for maintaining reliable, trustworthy AI systems in production.